Deep Interactive Segmentation of Medical Images: A Systematic Review and Taxonomy von Marinov, Zdravko, Jager, Paul F., Egger, Jan, Kleesiek, Jens, Stiefelhagen, Rainer

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How do deep-learning models generalize across populations? Cross-ethnicity generalization of COPD detection von D. Almeida, Silvia, Norajitra, Tobias, Lüth, Carsten T., Wald, Tassilo, Weru, Vivienn, Nolden, Marco, Jäger, Paul F., von Stackelberg, Oyunbileg, Heußel, Claus Peter, Weinheimer, Oliver, Biederer, Jürgen, Kauczor, Hans-Ulrich, Maier-Hein, Klaus

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Capturing COPD heterogeneity: anomaly detection and parametric response mapping comparison for phenotyping on chest computed tomography von Almeida, Silvia D, Norajitra, Tobias, Lüth, Carsten T, Wald, Tassilo, Weru, Vivienn, Nolden, Marco, Jäger, Paul F, von Stackelberg, Oyunbileg, Heußel, Claus Peter, Weinheimer, Oliver, Biederer, Jürgen, Kauczor, Hans-Ulrich, Maier-Hein, Klaus

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Metrics reloaded: recommendations for image analysis validation von Maier-Hein, Lena, Reinke, Annika, Godau, Patrick, Tizabi, Minu D., Buettner, Florian, Christodoulou, Evangelia, Glocker, Ben, Isensee, Fabian, Kleesiek, Jens, Kozubek, Michal, Reyes, Mauricio, Riegler, Michael A., Wiesenfarth, Manuel, Kavur, A. Emre, Sudre, Carole H., Baumgartner, Michael, Eisenmann, Matthias, Heckmann-Nötzel, Doreen, Rädsch, Tim, Acion, Laura, Antonelli, Michela, Arbel, Tal, Bakas, Spyridon, Benis, Arriel, Blaschko, Matthew B., Cardoso, M. Jorge, Cheplygina, Veronika, Cimini, Beth A., Collins, Gary S., Farahani, Keyvan, Ferrer, Luciana, Galdran, Adrian, van Ginneken, Bram, Haase, Robert, Hashimoto, Daniel A., Hoffman, Michael M., Huisman, Merel, Jannin, Pierre, Kahn, Charles E., Kainmueller, Dagmar, Kainz, Bernhard, Karargyris, Alexandros, Karthikesalingam, Alan, Kofler, Florian, Kopp-Schneider, Annette, Kreshuk, Anna, Kurc, Tahsin, Landman, Bennett A., Litjens, Geert, Madani, Amin, Maier-Hein, Klaus, Martel, Anne L., Mattson, Peter, Meijering, Erik, Menze, Bjoern, Moons, Karel G. M., Müller, Henning, Nichyporuk, Brennan, Nickel, Felix, Petersen, Jens, Rajpoot, Nasir, Rieke, Nicola, Saez-Rodriguez, Julio, Sánchez, Clara I., Shetty, Shravya, van Smeden, Maarten, Summers, Ronald M., Taha, Abdel A., Tiulpin, Aleksei, Tsaftaris, Sotirios A., Van Calster, Ben, Varoquaux, Gaël, Jäger, Paul F.

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Comparative benchmarking of failure detection methods in medical image segmentation: Unveiling the role of confidence aggregation von Zenk, Maximilian, Zimmerer, David, Isensee, Fabian, Traub, Jeremias, Norajitra, Tobias, Jäger, Paul F., Maier-Hein, Klaus

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The Cell Tracking Challenge: 10 years of objective benchmarking von Maška, Martin, Ulman, Vladimír, Delgado-Rodriguez, Pablo, Gómez-de-Mariscal, Estibaliz, Nečasová, Tereza, Guerrero Peña, Fidel A., Ren, Tsang Ing, Meyerowitz, Elliot M., Scherr, Tim, Löffler, Katharina, Mikut, Ralf, Guo, Tianqi, Wang, Yin, Allebach, Jan P., Bao, Rina, Al-Shakarji, Noor M., Rahmon, Gani, Toubal, Imad Eddine, Palaniappan, Kannappan, Lux, Filip, Matula, Petr, Sugawara, Ko, Magnusson, Klas E. G., Aho, Layton, Cohen, Andrew R., Arbelle, Assaf, Ben-Haim, Tal, Raviv, Tammy Riklin, Isensee, Fabian, Jäger, Paul F., Maier-Hein, Klaus H., Zhu, Yanming, Ederra, Cristina, Urbiola, Ainhoa, Meijering, Erik, Cunha, Alexandre, Muñoz-Barrutia, Arrate, Kozubek, Michal, Ortiz-de-Solórzano, Carlos

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Understanding metric-related pitfalls in image analysis validation von Reinke, Annika, Tizabi, Minu D., Baumgartner, Michael, Eisenmann, Matthias, Heckmann-Nötzel, Doreen, Kavur, A. Emre, Rädsch, Tim, Sudre, Carole H., Acion, Laura, Antonelli, Michela, Arbel, Tal, Bakas, Spyridon, Benis, Arriel, Buettner, Florian, Cardoso, M. Jorge, Cheplygina, Veronika, Chen, Jianxu, Christodoulou, Evangelia, Cimini, Beth A., Farahani, Keyvan, Ferrer, Luciana, Galdran, Adrian, van Ginneken, Bram, Glocker, Ben, Godau, Patrick, Hashimoto, Daniel A., Hoffman, Michael M., Huisman, Merel, Isensee, Fabian, Jannin, Pierre, Kahn, Charles E., Kainmueller, Dagmar, Kainz, Bernhard, Karargyris, Alexandros, Kleesiek, Jens, Kofler, Florian, Kooi, Thijs, Kopp-Schneider, Annette, Kozubek, Michal, Kreshuk, Anna, Kurc, Tahsin, Landman, Bennett A., Litjens, Geert, Madani, Amin, Maier-Hein, Klaus, Martel, Anne L., Meijering, Erik, Menze, Bjoern, Moons, Karel G. M., Müller, Henning, Nichyporuk, Brennan, Nickel, Felix, Petersen, Jens, Rafelski, Susanne M., Rajpoot, Nasir, Reyes, Mauricio, Riegler, Michael A., Rieke, Nicola, Saez-Rodriguez, Julio, Sánchez, Clara I., Shetty, Shravya, Summers, Ronald M., Taha, Abdel A., Tiulpin, Aleksei, Tsaftaris, Sotirios A., Van Calster, Ben, Varoquaux, Gaël, Yaniv, Ziv R., Jäger, Paul F., Maier-Hein, Lena

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Discovering Process Dynamics for Scalable Perovskite Solar Cell Manufacturing with Explainable AI von Klein, Lukas, Ziegler, Sebastian, Laufer, Felix, Debus, Charlotte, Götz, Markus, Maier‐Hein, Klaus, Paetzold, Ulrich W., Isensee, Fabian, Jäger, Paul F.

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Prediction of disease severity in COPD: a deep learning approach for anomaly-based quantitative assessment of chest CT von Almeida, Silvia D., Norajitra, Tobias, Lüth, Carsten T., Wald, Tassilo, Weru, Vivienn, Nolden, Marco, Jäger, Paul F., von Stackelberg, Oyunbileg, Heußel, Claus Peter, Weinheimer, Oliver, Biederer, Jürgen, Kauczor, Hans-Ulrich, Maier-Hein, Klaus

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MedNeXt: Transformer-Driven Scaling of ConvNets for Medical Image Segmentation von Roy, Saikat, Koehler, Gregor, Ulrich, Constantin, Baumgartner, Michael, Petersen, Jens, Isensee, Fabian, Jäger, Paul F., Maier-Hein, Klaus H.

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Understanding Silent Failures in Medical Image Classification von Bungert, Till J., Kobelke, Levin, Jäger, Paul F.

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Deployment of Image Analysis Algorithms Under Prevalence Shifts von Godau, Patrick, Kalinowski, Piotr, Christodoulou, Evangelia, Reinke, Annika, Tizabi, Minu, Ferrer, Luciana, Jäger, Paul F., Maier-Hein, Lena

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cOOpD: Reformulating COPD Classification on Chest CT Scans as Anomaly Detection Using Contrastive Representations von Almeida, Silvia D., Lüth, Carsten T., Norajitra, Tobias, Wald, Tassilo, Nolden, Marco, Jäger, Paul F., Heussel, Claus P., Biederer, Jürgen, Weinheimer, Oliver, Maier-Hein, Klaus H.

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Anatomy-Informed Data Augmentation for Enhanced Prostate Cancer Detection von Kovacs, Balint, Netzer, Nils, Baumgartner, Michael, Eith, Carolin, Bounias, Dimitrios, Meinzer, Clara, Jäger, Paul F., Zhang, Kevin S., Floca, Ralf, Schrader, Adrian, Isensee, Fabian, Gnirs, Regula, Görtz, Magdalena, Schütz, Viktoria, Stenzinger, Albrecht, Hohenfellner, Markus, Schlemmer, Heinz-Peter, Wolf, Ivo, Bonekamp, David, Maier-Hein, Klaus H.

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nnU-Net for Brain Tumor Segmentation von Isensee, Fabian, Jäger, Paul F., Full, Peter M., Vollmuth, Philipp, Maier-Hein, Klaus H.

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nnDetection: A Self-configuring Method for Medical Object Detection von Baumgartner, Michael, Jäger, Paul F., Isensee, Fabian, Maier-Hein, Klaus H.

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Studying Robustness of Semantic Segmentation Under Domain Shift in Cardiac MRI von Full, Peter M., Isensee, Fabian, Jäger, Paul F., Maier-Hein, Klaus

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Understanding metric-related pitfalls in image analysis validation von Reinke, Annika, Tizabi, Minu D, Baumgartner, Michael, Eisenmann, Matthias, Heckmann-Nötzel, Doreen, Kavur, A Emre, Rädsch, Tim, Sudre, Carole H, Acion, Laura, Antonelli, Michela, Arbel, Tal, Bakas, Spyridon, Benis, Arriel, Blaschko, Matthew, Buettner, Florian, Cardoso, M Jorge, Cheplygina, Veronika, Chen, Jianxu, Christodoulou, Evangelia, Cimini, Beth A, Collins, Gary S, Farahani, Keyvan, Ferrer, Luciana, Galdran, Adrian, van Ginneken, Bram, Glocker, Ben, Godau, Patrick, Haase, Robert, Hashimoto, Daniel A, Hoffman, Michael M, Huisman, Merel, Isensee, Fabian, Jannin, Pierre, Kahn, Charles E, Kainmueller, Dagmar, Kainz, Bernhard, Karargyris, Alexandros, Karthikesalingam, Alan, Kenngott, Hannes, Kleesiek, Jens, Kofler, Florian, Kooi, Thijs, Kopp-Schneider, Annette, Kozubek, Michal, Kreshuk, Anna, Kurc, Tahsin, Landman, Bennett A, Litjens, Geert, Madani, Amin, Maier-Hein, Klaus, Martel, Anne L, Mattson, Peter, Meijering, Erik, Menze, Bjoern, Moons, Karel G M, Müller, Henning, Nichyporuk, Brennan, Nickel, Felix, Petersen, Jens, Rafelski, Susanne M, Rajpoot, Nasir, Reyes, Mauricio, Riegler, Michael A, Rieke, Nicola, Saez-Rodriguez, Julio, Sánchez, Clara I, Shetty, Shravya, van Smeden, Maarten, Summers, Ronald M, Taha, Abdel A, Tiulpin, Aleksei, Tsaftaris, Sotirios A, Calster, Ben Van, Varoquaux, Gaël, Wiesenfarth, Manuel, Yaniv, Ziv R, Jäger, Paul F, Maier-Hein, Lena

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nnU-Net Revisited: A Call for Rigorous Validation in 3D Medical Image Segmentation von Isensee, Fabian, Wald, Tassilo, Ulrich, Constantin, Baumgartner, Michael, Roy, Saikat, Maier-Hein, Klaus, Jäger, Paul F.

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Confidence Intervals Uncovered: Are We Ready for Real-World Medical Imaging AI? von Christodoulou, Evangelia, Reinke, Annika, Houhou, Rola, Kalinowski, Piotr, Erkan, Selen, Sudre, Carole H., Burgos, Ninon, Boutaj, Sofiène, Loizillon, Sophie, Solal, Maëlys, Rieke, Nicola, Cheplygina, Veronika, Antonelli, Michela, Mayer, Leon D., Tizabi, Minu D., Cardoso, M. Jorge, Simpson, Amber, Jäger, Paul F., Kopp-Schneider, Annette, Varoquaux, Gaël, Colliot, Olivier, Maier-Hein, Lena

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